Alexandra Dana

Mind The Edge: Refining Depth Edges in Sparsely-Supervised Monocular Depth Estimation

Monocular Depth Estimation (MDE) is a fundamental problem in computer vision with numerous applications. Recently LIDAR-supervised methods have achieved remarkable per-pixel depth accuracy in outdoor scenes. However significant errors are typically found in the proximity of depth discontinuities i.e…